[Feature] from_struct_array and to_struct_array

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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 219. Improved: $\large\color{#35bf28}8$. Worsened: $\large\color{#d91a1a}17$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	58.0590μs	21.0843μs	47.4287 KOps/s	47.9913 KOps/s	$\color{#d91a1a}-1.17\%$
test_plain_set_stack_nested	88.6730μs	21.3331μs	46.8755 KOps/s	48.0756 KOps/s	$\color{#d91a1a}-2.50\%$
test_plain_set_nested_inplace	79.4080μs	23.2443μs	43.0214 KOps/s	44.6614 KOps/s	$\color{#d91a1a}-3.67\%$
test_plain_set_stack_nested_inplace	62.0360μs	23.1760μs	43.1481 KOps/s	44.4705 KOps/s	$\color{#d91a1a}-2.97\%$
test_items	43.4110μs	2.6461μs	377.9214 KOps/s	364.4548 KOps/s	$\color{#35bf28}+3.70\%$
test_items_nested	1.5717ms	0.3385ms	2.9546 KOps/s	2.9464 KOps/s	$\color{#35bf28}+0.28\%$
test_items_nested_locked	0.6186ms	0.3372ms	2.9654 KOps/s	2.9635 KOps/s	$\color{#35bf28}+0.06\%$
test_items_nested_leaf	0.1490ms	87.2109μs	11.4665 KOps/s	11.4826 KOps/s	$\color{#d91a1a}-0.14\%$
test_items_stack_nested	0.6042ms	0.3417ms	2.9269 KOps/s	2.9403 KOps/s	$\color{#d91a1a}-0.46\%$
test_items_stack_nested_leaf	0.1478ms	85.8760μs	11.6447 KOps/s	11.0017 KOps/s	$\textbf{\color{#35bf28}+5.84\%}$
test_items_stack_nested_locked	1.2064ms	0.3412ms	2.9307 KOps/s	2.9273 KOps/s	$\color{#35bf28}+0.12\%$
test_keys	50.1540μs	3.9089μs	255.8260 KOps/s	256.4702 KOps/s	$\color{#d91a1a}-0.25\%$
test_keys_nested	0.2800ms	0.1450ms	6.8955 KOps/s	6.9074 KOps/s	$\color{#d91a1a}-0.17\%$
test_keys_nested_locked	0.8359ms	0.1512ms	6.6147 KOps/s	6.7341 KOps/s	$\color{#d91a1a}-1.77\%$
test_keys_nested_leaf	0.1993ms	0.1231ms	8.1218 KOps/s	8.0299 KOps/s	$\color{#35bf28}+1.14\%$
test_keys_stack_nested	0.2768ms	0.1448ms	6.9060 KOps/s	6.8482 KOps/s	$\color{#35bf28}+0.84\%$
test_keys_stack_nested_leaf	0.2225ms	0.1236ms	8.0926 KOps/s	7.9619 KOps/s	$\color{#35bf28}+1.64\%$
test_keys_stack_nested_locked	0.2921ms	0.1495ms	6.6911 KOps/s	6.6396 KOps/s	$\color{#35bf28}+0.78\%$
test_values	11.3712μs	1.2257μs	815.8537 KOps/s	859.4261 KOps/s	$\textbf{\color{#d91a1a}-5.07\%}$
test_values_nested	0.1162ms	50.6507μs	19.7431 KOps/s	19.6861 KOps/s	$\color{#35bf28}+0.29\%$
test_values_nested_locked	0.1112ms	50.8308μs	19.6731 KOps/s	19.7803 KOps/s	$\color{#d91a1a}-0.54\%$
test_values_nested_leaf	93.3850μs	45.4982μs	21.9789 KOps/s	22.0461 KOps/s	$\color{#d91a1a}-0.31\%$
test_values_stack_nested	0.1141ms	51.9221μs	19.2596 KOps/s	19.3331 KOps/s	$\color{#d91a1a}-0.38\%$
test_values_stack_nested_leaf	97.2120μs	44.8650μs	22.2891 KOps/s	21.9629 KOps/s	$\color{#35bf28}+1.48\%$
test_values_stack_nested_locked	94.4170μs	51.8166μs	19.2988 KOps/s	18.6377 KOps/s	$\color{#35bf28}+3.55\%$
test_membership	16.3076μs	0.7930μs	1.2611 MOps/s	1.3497 MOps/s	$\textbf{\color{#d91a1a}-6.57\%}$
test_membership_nested	29.3440μs	2.6022μs	384.2911 KOps/s	380.1740 KOps/s	$\color{#35bf28}+1.08\%$
test_membership_nested_leaf	45.3340μs	2.6151μs	382.3888 KOps/s	380.5617 KOps/s	$\color{#35bf28}+0.48\%$
test_membership_stacked_nested	22.4620μs	2.6077μs	383.4751 KOps/s	378.7848 KOps/s	$\color{#35bf28}+1.24\%$
test_membership_stacked_nested_leaf	26.4600μs	2.6065μs	383.6518 KOps/s	376.4040 KOps/s	$\color{#35bf28}+1.93\%$
test_membership_nested_last	30.5970μs	3.9489μs	253.2367 KOps/s	246.0784 KOps/s	$\color{#35bf28}+2.91\%$
test_membership_nested_leaf_last	45.4650μs	3.9646μs	252.2341 KOps/s	251.7386 KOps/s	$\color{#35bf28}+0.20\%$
test_membership_stacked_nested_last	0.1396ms	4.6195μs	216.4731 KOps/s	218.5233 KOps/s	$\color{#d91a1a}-0.94\%$
test_membership_stacked_nested_leaf_last	79.0680μs	4.5985μs	217.4628 KOps/s	217.1232 KOps/s	$\color{#35bf28}+0.16\%$
test_nested_getleaf	46.5770μs	10.4522μs	95.6733 KOps/s	95.8775 KOps/s	$\color{#d91a1a}-0.21\%$
test_nested_get	54.6220μs	9.9535μs	100.4675 KOps/s	101.1553 KOps/s	$\color{#d91a1a}-0.68\%$
test_stacked_getleaf	50.7950μs	10.3726μs	96.4075 KOps/s	95.5053 KOps/s	$\color{#35bf28}+0.94\%$
test_stacked_get	89.9080μs	9.7543μs	102.5194 KOps/s	102.1813 KOps/s	$\color{#35bf28}+0.33\%$
test_nested_getitemleaf	61.2050μs	11.2447μs	88.9306 KOps/s	90.7812 KOps/s	$\color{#d91a1a}-2.04\%$
test_nested_getitem	53.3400μs	10.1471μs	98.5501 KOps/s	98.8590 KOps/s	$\color{#d91a1a}-0.31\%$
test_stacked_getitemleaf	63.2380μs	10.9318μs	91.4759 KOps/s	90.9935 KOps/s	$\color{#35bf28}+0.53\%$
test_stacked_getitem	37.3900μs	9.9744μs	100.2568 KOps/s	98.4906 KOps/s	$\color{#35bf28}+1.79\%$
test_lock_nested	78.4442ms	0.5692ms	1.7570 KOps/s	2.0112 KOps/s	$\textbf{\color{#d91a1a}-12.64\%}$
test_lock_stack_nested	0.6584ms	0.4509ms	2.2180 KOps/s	2.1723 KOps/s	$\color{#35bf28}+2.10\%$
test_unlock_nested	80.7407ms	0.4892ms	2.0442 KOps/s	2.4303 KOps/s	$\textbf{\color{#d91a1a}-15.88\%}$
test_unlock_stack_nested	0.7445ms	0.3684ms	2.7143 KOps/s	2.6586 KOps/s	$\color{#35bf28}+2.10\%$
test_flatten_speed	0.5161ms	0.1064ms	9.3985 KOps/s	9.4122 KOps/s	$\color{#d91a1a}-0.15\%$
test_unflatten_speed	1.1426ms	0.4298ms	2.3264 KOps/s	2.3331 KOps/s	$\color{#d91a1a}-0.29\%$
test_common_ops	5.2771ms	1.0607ms	942.8160 Ops/s	974.3137 Ops/s	$\color{#d91a1a}-3.23\%$
test_creation	39.3440μs	2.0479μs	488.3168 KOps/s	467.3478 KOps/s	$\color{#35bf28}+4.49\%$
test_creation_empty	40.6060μs	17.4044μs	57.4569 KOps/s	63.4365 KOps/s	$\textbf{\color{#d91a1a}-9.43\%}$
test_creation_nested_1	1.2316ms	20.7163μs	48.2712 KOps/s	52.6818 KOps/s	$\textbf{\color{#d91a1a}-8.37\%}$
test_creation_nested_2	0.1124ms	24.0623μs	41.5587 KOps/s	44.7013 KOps/s	$\textbf{\color{#d91a1a}-7.03\%}$
test_clone	92.5930μs	16.2355μs	61.5933 KOps/s	59.5058 KOps/s	$\color{#35bf28}+3.51\%$
test_getitem[int]	0.7239ms	16.5318μs	60.4894 KOps/s	60.2933 KOps/s	$\color{#35bf28}+0.33\%$
test_getitem[slice_int]	0.1361ms	30.8339μs	32.4318 KOps/s	31.2515 KOps/s	$\color{#35bf28}+3.78\%$
test_getitem[range]	0.2576ms	54.9842μs	18.1870 KOps/s	17.4226 KOps/s	$\color{#35bf28}+4.39\%$
test_getitem[tuple]	0.1219ms	25.4272μs	39.3279 KOps/s	39.6086 KOps/s	$\color{#d91a1a}-0.71\%$
test_getitem[list]	0.2635ms	51.2709μs	19.5042 KOps/s	19.2295 KOps/s	$\color{#35bf28}+1.43\%$
test_setitem_dim[int]	81.3320μs	40.7454μs	24.5427 KOps/s	27.3285 KOps/s	$\textbf{\color{#d91a1a}-10.19\%}$
test_setitem_dim[slice_int]	0.1147ms	70.7038μs	14.1435 KOps/s	14.5814 KOps/s	$\color{#d91a1a}-3.00\%$
test_setitem_dim[range]	0.1597ms	91.5451μs	10.9236 KOps/s	11.1308 KOps/s	$\color{#d91a1a}-1.86\%$
test_setitem_dim[tuple]	0.1030ms	57.0345μs	17.5333 KOps/s	18.4505 KOps/s	$\color{#d91a1a}-4.97\%$
test_setitem	90.8100μs	28.0036μs	35.7097 KOps/s	36.3850 KOps/s	$\color{#d91a1a}-1.86\%$
test_set	79.8390μs	27.3466μs	36.5676 KOps/s	37.3115 KOps/s	$\color{#d91a1a}-1.99\%$
test_set_shared	3.8084ms	0.2146ms	4.6596 KOps/s	4.6819 KOps/s	$\color{#d91a1a}-0.48\%$
test_update	0.1341ms	33.8357μs	29.5546 KOps/s	31.2083 KOps/s	$\textbf{\color{#d91a1a}-5.30\%}$
test_update_nested	0.1283ms	42.5601μs	23.4962 KOps/s	23.8045 KOps/s	$\color{#d91a1a}-1.30\%$
test_update__nested	0.1053ms	33.3554μs	29.9802 KOps/s	29.3688 KOps/s	$\color{#35bf28}+2.08\%$
test_set_nested	0.1042ms	29.2875μs	34.1443 KOps/s	33.9613 KOps/s	$\color{#35bf28}+0.54\%$
test_set_nested_new	91.7420μs	33.9034μs	29.4955 KOps/s	29.4473 KOps/s	$\color{#35bf28}+0.16\%$
test_select	0.1497ms	50.2101μs	19.9163 KOps/s	19.6627 KOps/s	$\color{#35bf28}+1.29\%$
test_select_nested	0.1315ms	59.3640μs	16.8452 KOps/s	16.8353 KOps/s	$\color{#35bf28}+0.06\%$
test_exclude_nested	0.1460ms	77.2187μs	12.9502 KOps/s	12.9872 KOps/s	$\color{#d91a1a}-0.28\%$
test_empty[True]	0.4160ms	0.3200ms	3.1247 KOps/s	3.0775 KOps/s	$\color{#35bf28}+1.53\%$
test_empty[False]	9.2172μs	1.1585μs	863.1650 KOps/s	843.2558 KOps/s	$\color{#35bf28}+2.36\%$
test_unbind_speed	0.4035ms	0.3049ms	3.2803 KOps/s	3.2101 KOps/s	$\color{#35bf28}+2.19\%$
test_unbind_speed_stack0	0.6491ms	0.2921ms	3.4229 KOps/s	3.3172 KOps/s	$\color{#35bf28}+3.19\%$
test_unbind_speed_stack1	83.7383ms	0.7662ms	1.3052 KOps/s	1.3827 KOps/s	$\textbf{\color{#d91a1a}-5.60\%}$
test_split	82.7924ms	2.1137ms	473.1105 Ops/s	465.6519 Ops/s	$\color{#35bf28}+1.60\%$
test_chunk	80.5618ms	2.1093ms	474.0806 Ops/s	465.5971 Ops/s	$\color{#35bf28}+1.82\%$
test_creation[device0]	0.2257ms	0.1182ms	8.4607 KOps/s	8.1539 KOps/s	$\color{#35bf28}+3.76\%$
test_creation_from_tensor	4.5284ms	0.1204ms	8.3079 KOps/s	8.0706 KOps/s	$\color{#35bf28}+2.94\%$
test_add_one[memmap_tensor0]	0.2147ms	7.9575μs	125.6684 KOps/s	134.9105 KOps/s	$\textbf{\color{#d91a1a}-6.85\%}$
test_contiguous[memmap_tensor0]	20.1980μs	2.0546μs	486.7117 KOps/s	498.7535 KOps/s	$\color{#d91a1a}-2.41\%$
test_stack[memmap_tensor0]	42.3190μs	5.9916μs	166.8995 KOps/s	169.8733 KOps/s	$\color{#d91a1a}-1.75\%$
test_memmaptd_index	1.1236ms	0.4063ms	2.4612 KOps/s	2.4840 KOps/s	$\color{#d91a1a}-0.92\%$
test_memmaptd_index_astensor	1.1100ms	0.4850ms	2.0619 KOps/s	2.0216 KOps/s	$\color{#35bf28}+2.00\%$
test_memmaptd_index_op	1.7580ms	1.0211ms	979.3247 Ops/s	1.0262 KOps/s	$\color{#d91a1a}-4.57\%$
test_serialize_model	0.1289s	0.1180s	8.4741 Ops/s	7.3074 Ops/s	$\textbf{\color{#35bf28}+15.96\%}$
test_serialize_model_pickle	0.4930s	0.3924s	2.5482 Ops/s	2.5311 Ops/s	$\color{#35bf28}+0.68\%$
test_serialize_weights	0.1331s	0.1205s	8.2967 Ops/s	8.3310 Ops/s	$\color{#d91a1a}-0.41\%$
test_serialize_weights_returnearly	0.1689s	0.1588s	6.2974 Ops/s	6.1401 Ops/s	$\color{#35bf28}+2.56\%$
test_serialize_weights_pickle	0.5503s	0.4302s	2.3247 Ops/s	2.4473 Ops/s	$\textbf{\color{#d91a1a}-5.01\%}$
test_serialize_weights_filesystem	0.2162s	0.1548s	6.4613 Ops/s	6.5190 Ops/s	$\color{#d91a1a}-0.89\%$
test_serialize_model_filesystem	0.1621s	0.1487s	6.7265 Ops/s	6.5967 Ops/s	$\color{#35bf28}+1.97\%$
test_reshape_pytree	83.7570μs	39.7638μs	25.1485 KOps/s	24.8584 KOps/s	$\color{#35bf28}+1.17\%$
test_reshape_td	86.6120μs	46.0675μs	21.7073 KOps/s	21.0487 KOps/s	$\color{#35bf28}+3.13\%$
test_view_pytree	0.1017ms	39.5449μs	25.2877 KOps/s	25.0882 KOps/s	$\color{#35bf28}+0.80\%$
test_view_td	0.1114ms	53.5391μs	18.6779 KOps/s	18.4501 KOps/s	$\color{#35bf28}+1.24\%$
test_unbind_pytree	99.0250μs	36.7195μs	27.2334 KOps/s	26.9363 KOps/s	$\color{#35bf28}+1.10\%$
test_unbind_td	0.4120ms	45.1210μs	22.1626 KOps/s	21.3897 KOps/s	$\color{#35bf28}+3.61\%$
test_split_pytree	97.8330μs	40.1225μs	24.9236 KOps/s	25.4263 KOps/s	$\color{#d91a1a}-1.98\%$
test_split_td	0.4767ms	57.6525μs	17.3453 KOps/s	16.9231 KOps/s	$\color{#35bf28}+2.50\%$
test_add_pytree	0.1061ms	47.1159μs	21.2243 KOps/s	22.2611 KOps/s	$\color{#d91a1a}-4.66\%$
test_add_td	0.1504ms	82.9514μs	12.0553 KOps/s	12.7570 KOps/s	$\textbf{\color{#d91a1a}-5.50\%}$
test_compile_add_one_nested[tensordict-compile]	0.1952ms	54.2728μs	18.4254 KOps/s	18.3447 KOps/s	$\color{#35bf28}+0.44\%$
test_compile_add_one_nested[tensordict-eager]	0.3767ms	0.1870ms	5.3485 KOps/s	5.2652 KOps/s	$\color{#35bf28}+1.58\%$
test_compile_add_one_nested[pytree-compile]	0.1142ms	54.2258μs	18.4414 KOps/s	18.4678 KOps/s	$\color{#d91a1a}-0.14\%$
test_compile_add_one_nested[pytree-eager]	0.2511ms	0.1452ms	6.8886 KOps/s	7.0446 KOps/s	$\color{#d91a1a}-2.21\%$
test_compile_copy_nested[tensordict-compile]	56.9470μs	20.6165μs	48.5048 KOps/s	50.4102 KOps/s	$\color{#d91a1a}-3.78\%$
test_compile_copy_nested[tensordict-eager]	0.1386ms	64.2887μs	15.5548 KOps/s	15.7356 KOps/s	$\color{#d91a1a}-1.15\%$
test_compile_copy_nested[pytree-compile]	0.1522ms	79.2373μs	12.6203 KOps/s	12.5394 KOps/s	$\color{#35bf28}+0.65\%$
test_compile_copy_nested[pytree-eager]	0.1481ms	71.5006μs	13.9859 KOps/s	13.9326 KOps/s	$\color{#35bf28}+0.38\%$
test_compile_add_one_flat[tensordict-compile]	0.3639ms	0.1739ms	5.7519 KOps/s	5.6983 KOps/s	$\color{#35bf28}+0.94\%$
test_compile_add_one_flat[tensordict-eager]	0.4516ms	0.1955ms	5.1154 KOps/s	5.1912 KOps/s	$\color{#d91a1a}-1.46\%$
test_compile_add_one_flat[tensorclass-compile]	98.9050μs	39.6864μs	25.1976 KOps/s	24.8426 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_add_one_flat[tensorclass-eager]	0.9085ms	71.0644μs	14.0718 KOps/s	14.5361 KOps/s	$\color{#d91a1a}-3.19\%$
test_compile_add_one_flat[pytree-compile]	0.3877ms	0.1737ms	5.7584 KOps/s	5.5909 KOps/s	$\color{#35bf28}+2.99\%$
test_compile_add_one_flat[pytree-eager]	0.5814ms	0.2950ms	3.3902 KOps/s	3.4462 KOps/s	$\color{#d91a1a}-1.62\%$
test_compile_add_self_flat[tensordict-eager]	0.3626ms	0.2050ms	4.8790 KOps/s	4.8523 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_add_self_flat[tensordict-compile]	0.3324ms	0.1776ms	5.6320 KOps/s	5.6460 KOps/s	$\color{#d91a1a}-0.25\%$
test_compile_add_self_flat[tensorclass-eager]	0.9320ms	63.5884μs	15.7261 KOps/s	15.6851 KOps/s	$\color{#35bf28}+0.26\%$
test_compile_add_self_flat[tensorclass-compile]	0.1007ms	40.9606μs	24.4137 KOps/s	25.6175 KOps/s	$\color{#d91a1a}-4.70\%$
test_compile_add_self_flat[pytree-eager]	0.4906ms	0.2376ms	4.2091 KOps/s	4.1944 KOps/s	$\color{#35bf28}+0.35\%$
test_compile_add_self_flat[pytree-compile]	0.3881ms	0.1741ms	5.7422 KOps/s	5.7506 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_copy_flat[tensordict-compile]	0.2533ms	0.1081ms	9.2531 KOps/s	9.1389 KOps/s	$\color{#35bf28}+1.25\%$
test_compile_copy_flat[tensordict-eager]	0.1258ms	56.2012μs	17.7932 KOps/s	17.8415 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_copy_flat[pytree-compile]	0.1583ms	79.9165μs	12.5131 KOps/s	12.7028 KOps/s	$\color{#d91a1a}-1.49\%$
test_compile_copy_flat[pytree-eager]	0.1359ms	70.5240μs	14.1796 KOps/s	14.0889 KOps/s	$\color{#35bf28}+0.64\%$
test_compile_assign_and_add[tensordict-compile]	0.4367ms	0.1922ms	5.2021 KOps/s	5.3079 KOps/s	$\color{#d91a1a}-1.99\%$
test_compile_assign_and_add[tensordict-eager]	1.8827ms	1.6239ms	615.8014 Ops/s	598.2492 Ops/s	$\color{#35bf28}+2.93\%$
test_compile_assign_and_add[pytree-compile]	0.3160ms	0.1890ms	5.2918 KOps/s	5.3379 KOps/s	$\color{#d91a1a}-0.87\%$
test_compile_assign_and_add[pytree-eager]	1.2997ms	1.0918ms	915.9417 Ops/s	916.7420 Ops/s	$\color{#d91a1a}-0.09\%$
test_compile_assign_and_add_stack[compile]	0.5157ms	0.4132ms	2.4199 KOps/s	2.4009 KOps/s	$\color{#35bf28}+0.79\%$
test_compile_assign_and_add_stack[eager]	5.6545ms	3.7021ms	270.1189 Ops/s	275.9683 Ops/s	$\color{#d91a1a}-2.12\%$
test_compile_indexing[tensor-tensordict-compile]	83.9870μs	34.1652μs	29.2695 KOps/s	30.3905 KOps/s	$\color{#d91a1a}-3.69\%$
test_compile_indexing[tensor-tensordict-eager]	0.9757ms	46.3444μs	21.5776 KOps/s	20.5429 KOps/s	$\textbf{\color{#35bf28}+5.04\%}$
test_compile_indexing[tensor-tensorclass-compile]	92.4530μs	29.1355μs	34.3224 KOps/s	35.0358 KOps/s	$\color{#d91a1a}-2.04\%$
test_compile_indexing[tensor-tensorclass-eager]	91.4210μs	30.3498μs	32.9491 KOps/s	32.0296 KOps/s	$\color{#35bf28}+2.87\%$
test_compile_indexing[tensor-pytree-compile]	0.2208ms	29.0109μs	34.4698 KOps/s	35.2557 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_indexing[tensor-pytree-eager]	0.1077ms	29.8673μs	33.4815 KOps/s	32.7992 KOps/s	$\color{#35bf28}+2.08\%$
test_compile_indexing[slice-tensordict-compile]	0.1759ms	71.7631μs	13.9347 KOps/s	13.7627 KOps/s	$\color{#35bf28}+1.25\%$
test_compile_indexing[slice-tensordict-eager]	0.5267ms	27.3369μs	36.5805 KOps/s	35.6258 KOps/s	$\color{#35bf28}+2.68\%$
test_compile_indexing[slice-tensorclass-compile]	0.1710ms	66.9813μs	14.9295 KOps/s	14.5944 KOps/s	$\color{#35bf28}+2.30\%$
test_compile_indexing[slice-tensorclass-eager]	87.8250μs	24.8227μs	40.2857 KOps/s	41.3602 KOps/s	$\color{#d91a1a}-2.60\%$
test_compile_indexing[slice-pytree-compile]	0.1398ms	66.6488μs	15.0040 KOps/s	14.8386 KOps/s	$\color{#35bf28}+1.11\%$
test_compile_indexing[slice-pytree-eager]	71.4930μs	24.5142μs	40.7926 KOps/s	41.0568 KOps/s	$\color{#d91a1a}-0.64\%$
test_compile_indexing[int-tensordict-compile]	0.1318ms	71.5452μs	13.9772 KOps/s	14.0973 KOps/s	$\color{#d91a1a}-0.85\%$
test_compile_indexing[int-tensordict-eager]	0.9299ms	27.2686μs	36.6722 KOps/s	35.2875 KOps/s	$\color{#35bf28}+3.92\%$
test_compile_indexing[int-tensorclass-compile]	0.1609ms	67.2788μs	14.8635 KOps/s	14.9730 KOps/s	$\color{#d91a1a}-0.73\%$
test_compile_indexing[int-tensorclass-eager]	85.0490μs	23.8908μs	41.8571 KOps/s	41.0659 KOps/s	$\color{#35bf28}+1.93\%$
test_compile_indexing[int-pytree-compile]	0.1799ms	67.0196μs	14.9210 KOps/s	14.9478 KOps/s	$\color{#d91a1a}-0.18\%$
test_compile_indexing[int-pytree-eager]	0.5365ms	24.5801μs	40.6833 KOps/s	41.5167 KOps/s	$\color{#d91a1a}-2.01\%$
test_mod_add[eager]	0.1142ms	24.0563μs	41.5692 KOps/s	43.8954 KOps/s	$\textbf{\color{#d91a1a}-5.30\%}$
test_mod_add[compile]	99.7570μs	36.9860μs	27.0373 KOps/s	27.3964 KOps/s	$\color{#d91a1a}-1.31\%$
test_mod_add[compile-overhead]	0.1062ms	38.3633μs	26.0666 KOps/s	27.5646 KOps/s	$\textbf{\color{#d91a1a}-5.43\%}$
test_mod_wrap[eager]	0.4371ms	0.2065ms	4.8421 KOps/s	4.8579 KOps/s	$\color{#d91a1a}-0.32\%$
test_mod_wrap[compile]	1.3405ms	0.2283ms	4.3806 KOps/s	4.3551 KOps/s	$\color{#35bf28}+0.59\%$
test_mod_wrap[compile-overhead]	0.3629ms	0.2243ms	4.4590 KOps/s	4.4347 KOps/s	$\color{#35bf28}+0.55\%$
test_mod_wrap_and_backward[eager]	12.3245ms	11.0818ms	90.2378 Ops/s	88.2360 Ops/s	$\color{#35bf28}+2.27\%$
test_mod_wrap_and_backward[compile]	14.6761ms	11.8700ms	84.2459 Ops/s	86.7197 Ops/s	$\color{#d91a1a}-2.85\%$
test_mod_wrap_and_backward[compile-overhead]	15.3573ms	11.8807ms	84.1698 Ops/s	83.4849 Ops/s	$\color{#35bf28}+0.82\%$
test_seq_add[eager]	0.2147ms	87.6080μs	11.4145 KOps/s	12.0385 KOps/s	$\textbf{\color{#d91a1a}-5.18\%}$
test_seq_add[compile]	0.1501ms	59.5548μs	16.7913 KOps/s	15.6040 KOps/s	$\textbf{\color{#35bf28}+7.61\%}$
test_seq_add[compile-overhead]	0.1967ms	58.5299μs	17.0853 KOps/s	16.7018 KOps/s	$\color{#35bf28}+2.30\%$
test_seq_wrap[eager]	0.5928ms	0.3727ms	2.6833 KOps/s	2.7474 KOps/s	$\color{#d91a1a}-2.33\%$
test_seq_wrap[compile]	0.4670ms	0.2613ms	3.8271 KOps/s	3.7471 KOps/s	$\color{#35bf28}+2.13\%$
test_seq_wrap[compile-overhead]	0.4258ms	0.2603ms	3.8413 KOps/s	3.8252 KOps/s	$\color{#35bf28}+0.42\%$
test_func_call_runtime[False-eager]	0.6687ms	0.5189ms	1.9270 KOps/s	1.9003 KOps/s	$\color{#35bf28}+1.40\%$
test_func_call_runtime[False-compile]	0.7120ms	0.4943ms	2.0230 KOps/s	1.9959 KOps/s	$\color{#35bf28}+1.36\%$
test_func_call_runtime[False-compile-overhead]	0.8418ms	0.4968ms	2.0129 KOps/s	2.0141 KOps/s	$\color{#d91a1a}-0.06\%$
test_func_call_runtime[True-eager]	1.0427ms	0.7441ms	1.3439 KOps/s	1.3311 KOps/s	$\color{#35bf28}+0.96\%$
test_func_call_runtime[True-compile]	0.8362ms	0.5186ms	1.9284 KOps/s	1.9463 KOps/s	$\color{#d91a1a}-0.92\%$
test_func_call_runtime[True-compile-overhead]	0.6167ms	0.5162ms	1.9371 KOps/s	1.9388 KOps/s	$\color{#d91a1a}-0.09\%$
test_func_call_cm_runtime[False-eager]	1.1259ms	0.5330ms	1.8761 KOps/s	1.9218 KOps/s	$\color{#d91a1a}-2.38\%$
test_func_call_cm_runtime[False-compile]	0.6127ms	0.4989ms	2.0046 KOps/s	2.0104 KOps/s	$\color{#d91a1a}-0.29\%$
test_func_call_cm_runtime[False-compile-overhead]	0.8912ms	0.5035ms	1.9861 KOps/s	2.0090 KOps/s	$\color{#d91a1a}-1.14\%$
test_func_call_cm_runtime[True-eager]	1.1028ms	0.8769ms	1.1403 KOps/s	1.1288 KOps/s	$\color{#35bf28}+1.03\%$
test_func_call_cm_runtime[True-compile]	1.1565ms	0.8292ms	1.2060 KOps/s	1.2044 KOps/s	$\color{#35bf28}+0.14\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0212ms	0.8374ms	1.1942 KOps/s	1.1965 KOps/s	$\color{#d91a1a}-0.19\%$
test_distributed	0.2827ms	0.1323ms	7.5559 KOps/s	7.4349 KOps/s	$\color{#35bf28}+1.63\%$
test_tdmodule	75.6010μs	16.6749μs	59.9702 KOps/s	62.4856 KOps/s	$\color{#d91a1a}-4.03\%$
test_tdmodule_dispatch	60.9140μs	35.1435μs	28.4548 KOps/s	29.9345 KOps/s	$\color{#d91a1a}-4.94\%$
test_tdseq	32.4310μs	18.7669μs	53.2852 KOps/s	52.5481 KOps/s	$\color{#35bf28}+1.40\%$
test_tdseq_dispatch	65.6430μs	38.8179μs	25.7613 KOps/s	26.9278 KOps/s	$\color{#d91a1a}-4.33\%$
test_instantiation_functorch	2.1956ms	1.6318ms	612.8043 Ops/s	616.9295 Ops/s	$\color{#d91a1a}-0.67\%$
test_instantiation_td	1.9677ms	1.1681ms	856.0921 Ops/s	849.6484 Ops/s	$\color{#35bf28}+0.76\%$
test_exec_functorch	0.4295ms	0.1817ms	5.5046 KOps/s	5.5756 KOps/s	$\color{#d91a1a}-1.27\%$
test_exec_functional_call	0.3626ms	0.1762ms	5.6764 KOps/s	6.0583 KOps/s	$\textbf{\color{#d91a1a}-6.30\%}$
test_exec_td	0.2761ms	0.1709ms	5.8512 KOps/s	5.9026 KOps/s	$\color{#d91a1a}-0.87\%$
test_exec_td_decorator	0.9011ms	0.2259ms	4.4265 KOps/s	4.5220 KOps/s	$\color{#d91a1a}-2.11\%$
test_vmap_mlp_speed[True-True]	0.8196ms	0.5708ms	1.7521 KOps/s	1.7534 KOps/s	$\color{#d91a1a}-0.07\%$
test_vmap_mlp_speed[True-False]	1.0101ms	0.5682ms	1.7600 KOps/s	1.7702 KOps/s	$\color{#d91a1a}-0.58\%$
test_vmap_mlp_speed[False-True]	0.9641ms	0.4717ms	2.1198 KOps/s	2.1246 KOps/s	$\color{#d91a1a}-0.22\%$
test_vmap_mlp_speed[False-False]	0.7085ms	0.4696ms	2.1295 KOps/s	2.1141 KOps/s	$\color{#35bf28}+0.73\%$
test_vmap_mlp_speed_decorator[True-True]	1.0500ms	0.6329ms	1.5800 KOps/s	1.6072 KOps/s	$\color{#d91a1a}-1.69\%$
test_vmap_mlp_speed_decorator[True-False]	0.9524ms	0.6288ms	1.5903 KOps/s	1.6118 KOps/s	$\color{#d91a1a}-1.33\%$
test_vmap_mlp_speed_decorator[False-True]	0.8848ms	0.5217ms	1.9169 KOps/s	1.9321 KOps/s	$\color{#d91a1a}-0.78\%$
test_vmap_mlp_speed_decorator[False-False]	0.7551ms	0.5185ms	1.9287 KOps/s	1.9349 KOps/s	$\color{#d91a1a}-0.32\%$
test_to_module_speed[True]	2.1593ms	1.3529ms	739.1391 Ops/s	744.8487 Ops/s	$\color{#d91a1a}-0.77\%$
test_to_module_speed[False]	1.8615ms	1.3233ms	755.7109 Ops/s	771.6190 Ops/s	$\color{#d91a1a}-2.06\%$
test_tc_init	0.1458ms	42.1830μs	23.7062 KOps/s	23.3492 KOps/s	$\color{#35bf28}+1.53\%$
test_tc_init_nested	0.1678ms	82.3630μs	12.1414 KOps/s	11.5690 KOps/s	$\color{#35bf28}+4.95\%$
test_tc_first_layer_tensor	14.6380μs	1.4782μs	676.5178 KOps/s	657.6365 KOps/s	$\color{#35bf28}+2.87\%$
test_tc_first_layer_nontensor	33.4330μs	4.2906μs	233.0658 KOps/s	238.9087 KOps/s	$\color{#d91a1a}-2.45\%$
test_tc_second_layer_tensor	44.1030μs	2.7490μs	363.7664 KOps/s	357.1179 KOps/s	$\color{#35bf28}+1.86\%$
test_tc_second_layer_nontensor	29.3750μs	5.4999μs	181.8221 KOps/s	181.5727 KOps/s	$\color{#35bf28}+0.14\%$
test_unbind	0.4582s	14.2083ms	70.3812 Ops/s	72.7535 Ops/s	$\color{#d91a1a}-3.26\%$
test_full_like	9.0036ms	6.9450ms	143.9889 Ops/s	131.2187 Ops/s	$\textbf{\color{#35bf28}+9.73\%}$
test_zeros_like	14.0885ms	7.2406ms	138.1106 Ops/s	129.4694 Ops/s	$\textbf{\color{#35bf28}+6.67\%}$
test_ones_like	13.3598ms	7.4942ms	133.4366 Ops/s	131.1200 Ops/s	$\color{#35bf28}+1.77\%$
test_clone	14.0323ms	8.9320ms	111.9569 Ops/s	105.1750 Ops/s	$\textbf{\color{#35bf28}+6.45\%}$
test_squeeze	64.8920μs	13.0912μs	76.3871 KOps/s	75.6388 KOps/s	$\color{#35bf28}+0.99\%$
test_unsqueeze	0.1736ms	93.8724μs	10.6528 KOps/s	10.6003 KOps/s	$\color{#35bf28}+0.50\%$
test_split	0.5317ms	0.2009ms	4.9786 KOps/s	4.9086 KOps/s	$\color{#35bf28}+1.43\%$
test_permute	0.3724ms	0.2259ms	4.4258 KOps/s	4.3941 KOps/s	$\color{#35bf28}+0.72\%$
test_stack	32.4888ms	24.5352ms	40.7578 Ops/s	39.4099 Ops/s	$\color{#35bf28}+3.42\%$
test_cat	26.8826ms	24.3255ms	41.1091 Ops/s	38.0457 Ops/s	$\textbf{\color{#35bf28}+8.05\%}$

[github-actions]

$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of GPU Benchmark Tests

Total Benchmarks: 225. Improved: $\large\color{#35bf28}12$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1553ms	16.9992μs	58.8264 KOps/s	56.2959 KOps/s	$\color{#35bf28}+4.50\%$
test_plain_set_stack_nested	0.1259ms	17.0777μs	58.5560 KOps/s	56.8387 KOps/s	$\color{#35bf28}+3.02\%$
test_plain_set_nested_inplace	40.4220μs	18.2114μs	54.9105 KOps/s	53.5776 KOps/s	$\color{#35bf28}+2.49\%$
test_plain_set_stack_nested_inplace	60.6530μs	18.2197μs	54.8855 KOps/s	53.7002 KOps/s	$\color{#35bf28}+2.21\%$
test_items	26.0510μs	4.7685μs	209.7088 KOps/s	213.2068 KOps/s	$\color{#d91a1a}-1.64\%$
test_items_nested	0.3961ms	0.3645ms	2.7432 KOps/s	2.7655 KOps/s	$\color{#d91a1a}-0.81\%$
test_items_nested_locked	0.4071ms	0.3696ms	2.7059 KOps/s	2.7530 KOps/s	$\color{#d91a1a}-1.71\%$
test_items_nested_leaf	0.1017ms	84.8167μs	11.7901 KOps/s	11.8726 KOps/s	$\color{#d91a1a}-0.69\%$
test_items_stack_nested	0.5184ms	0.3665ms	2.7282 KOps/s	2.7607 KOps/s	$\color{#d91a1a}-1.18\%$
test_items_stack_nested_leaf	0.2728ms	86.1077μs	11.6134 KOps/s	11.7792 KOps/s	$\color{#d91a1a}-1.41\%$
test_items_stack_nested_locked	0.5852ms	0.3687ms	2.7124 KOps/s	2.7507 KOps/s	$\color{#d91a1a}-1.39\%$
test_keys	20.6010μs	4.4006μs	227.2427 KOps/s	227.3918 KOps/s	$\color{#d91a1a}-0.07\%$
test_keys_nested	92.4750μs	68.6210μs	14.5728 KOps/s	15.0866 KOps/s	$\color{#d91a1a}-3.41\%$
test_keys_nested_locked	0.7220ms	73.8511μs	13.5408 KOps/s	13.8373 KOps/s	$\color{#d91a1a}-2.14\%$
test_keys_nested_leaf	0.2232ms	58.6030μs	17.0640 KOps/s	17.3628 KOps/s	$\color{#d91a1a}-1.72\%$
test_keys_stack_nested	0.2596ms	68.8411μs	14.5262 KOps/s	15.2651 KOps/s	$\color{#d91a1a}-4.84\%$
test_keys_stack_nested_leaf	77.0740μs	58.4768μs	17.1008 KOps/s	17.1757 KOps/s	$\color{#d91a1a}-0.44\%$
test_keys_stack_nested_locked	0.1043ms	74.3968μs	13.4414 KOps/s	13.8053 KOps/s	$\color{#d91a1a}-2.64\%$
test_values	9.0507μs	1.7771μs	562.7133 KOps/s	562.7703 KOps/s	$\color{#d91a1a}-0.01\%$
test_values_nested	50.1530μs	34.4658μs	29.0143 KOps/s	29.4510 KOps/s	$\color{#d91a1a}-1.48\%$
test_values_nested_locked	67.1340μs	36.8343μs	27.1486 KOps/s	27.7877 KOps/s	$\color{#d91a1a}-2.30\%$
test_values_nested_leaf	53.2530μs	30.6024μs	32.6772 KOps/s	33.3530 KOps/s	$\color{#d91a1a}-2.03\%$
test_values_stack_nested	61.9730μs	34.5726μs	28.9246 KOps/s	29.1561 KOps/s	$\color{#d91a1a}-0.79\%$
test_values_stack_nested_leaf	55.5730μs	30.8128μs	32.4540 KOps/s	33.1074 KOps/s	$\color{#d91a1a}-1.97\%$
test_values_stack_nested_locked	0.1816ms	36.6022μs	27.3208 KOps/s	27.6531 KOps/s	$\color{#d91a1a}-1.20\%$
test_membership	1.4956μs	0.5573μs	1.7945 MOps/s	1.8499 MOps/s	$\color{#d91a1a}-3.00\%$
test_membership_nested	9.4505μs	1.9657μs	508.7220 KOps/s	525.9234 KOps/s	$\color{#d91a1a}-3.27\%$
test_membership_nested_leaf	91.5650μs	1.9936μs	501.6082 KOps/s	530.5866 KOps/s	$\textbf{\color{#d91a1a}-5.46\%}$
test_membership_stacked_nested	21.0510μs	2.0525μs	487.2059 KOps/s	504.7404 KOps/s	$\color{#d91a1a}-3.47\%$
test_membership_stacked_nested_leaf	17.6010μs	2.0265μs	493.4587 KOps/s	509.4435 KOps/s	$\color{#d91a1a}-3.14\%$
test_membership_nested_last	22.4310μs	3.0319μs	329.8306 KOps/s	335.2996 KOps/s	$\color{#d91a1a}-1.63\%$
test_membership_nested_leaf_last	32.5310μs	3.0173μs	331.4200 KOps/s	344.0814 KOps/s	$\color{#d91a1a}-3.68\%$
test_membership_stacked_nested_last	23.0610μs	3.0687μs	325.8680 KOps/s	342.3748 KOps/s	$\color{#d91a1a}-4.82\%$
test_membership_stacked_nested_leaf_last	15.4110μs	3.0209μs	331.0223 KOps/s	345.3491 KOps/s	$\color{#d91a1a}-4.15\%$
test_nested_getleaf	36.8120μs	8.0390μs	124.3929 KOps/s	125.7260 KOps/s	$\color{#d91a1a}-1.06\%$
test_nested_get	0.1881ms	7.5535μs	132.3882 KOps/s	134.7631 KOps/s	$\color{#d91a1a}-1.76\%$
test_stacked_getleaf	34.6220μs	8.0396μs	124.3847 KOps/s	125.6954 KOps/s	$\color{#d91a1a}-1.04\%$
test_stacked_get	28.9110μs	7.5292μs	132.8161 KOps/s	134.2749 KOps/s	$\color{#d91a1a}-1.09\%$
test_nested_getitemleaf	31.9420μs	8.1527μs	122.6592 KOps/s	124.4678 KOps/s	$\color{#d91a1a}-1.45\%$
test_nested_getitem	23.1410μs	7.6957μs	129.9432 KOps/s	131.4874 KOps/s	$\color{#d91a1a}-1.17\%$
test_stacked_getitemleaf	34.5320μs	8.1731μs	122.3518 KOps/s	123.8245 KOps/s	$\color{#d91a1a}-1.19\%$
test_stacked_getitem	30.2210μs	7.7145μs	129.6264 KOps/s	131.5943 KOps/s	$\color{#d91a1a}-1.50\%$
test_lock_nested	0.9419ms	0.4638ms	2.1563 KOps/s	2.1537 KOps/s	$\color{#35bf28}+0.12\%$
test_lock_stack_nested	0.4619ms	0.4256ms	2.3495 KOps/s	2.3114 KOps/s	$\color{#35bf28}+1.65\%$
test_unlock_nested	0.8038ms	0.3846ms	2.5999 KOps/s	2.5971 KOps/s	$\color{#35bf28}+0.11\%$
test_unlock_stack_nested	0.5342ms	0.3474ms	2.8788 KOps/s	2.8369 KOps/s	$\color{#35bf28}+1.48\%$
test_flatten_speed	92.5102ms	0.1177ms	8.4942 KOps/s	9.5497 KOps/s	$\textbf{\color{#d91a1a}-11.05\%}$
test_unflatten_speed	0.3163ms	0.2860ms	3.4964 KOps/s	3.5166 KOps/s	$\color{#d91a1a}-0.57\%$
test_common_ops	1.4618ms	1.2690ms	788.0190 Ops/s	784.6715 Ops/s	$\color{#35bf28}+0.43\%$
test_creation	16.5110μs	1.6524μs	605.1831 KOps/s	611.2457 KOps/s	$\color{#d91a1a}-0.99\%$
test_creation_empty	39.3220μs	17.4091μs	57.4412 KOps/s	54.1720 KOps/s	$\textbf{\color{#35bf28}+6.03\%}$
test_creation_nested_1	45.5720μs	19.2427μs	51.9677 KOps/s	49.3091 KOps/s	$\textbf{\color{#35bf28}+5.39\%}$
test_creation_nested_2	48.4130μs	21.7967μs	45.8785 KOps/s	44.0048 KOps/s	$\color{#35bf28}+4.26\%$
test_clone	0.1840ms	28.7283μs	34.8088 KOps/s	35.5018 KOps/s	$\color{#d91a1a}-1.95\%$
test_getitem[int]	1.2037ms	16.6640μs	60.0096 KOps/s	60.1361 KOps/s	$\color{#d91a1a}-0.21\%$
test_getitem[slice_int]	0.1558ms	28.6253μs	34.9341 KOps/s	35.6571 KOps/s	$\color{#d91a1a}-2.03\%$
test_getitem[range]	0.2479ms	0.1116ms	8.9646 KOps/s	8.9273 KOps/s	$\color{#35bf28}+0.42\%$
test_getitem[tuple]	0.1380ms	24.5221μs	40.7795 KOps/s	40.5328 KOps/s	$\color{#35bf28}+0.61\%$
test_getitem[list]	0.2489ms	0.1015ms	9.8513 KOps/s	9.7166 KOps/s	$\color{#35bf28}+1.39\%$
test_setitem_dim[int]	79.0240μs	54.1968μs	18.4513 KOps/s	18.2542 KOps/s	$\color{#35bf28}+1.08\%$
test_setitem_dim[slice_int]	0.1925ms	79.4884μs	12.5804 KOps/s	12.5982 KOps/s	$\color{#d91a1a}-0.14\%$
test_setitem_dim[range]	0.2762ms	0.1401ms	7.1366 KOps/s	7.1464 KOps/s	$\color{#d91a1a}-0.14\%$
test_setitem_dim[tuple]	90.5650μs	72.0508μs	13.8791 KOps/s	13.9803 KOps/s	$\color{#d91a1a}-0.72\%$
test_setitem	0.1930ms	42.1066μs	23.7493 KOps/s	23.8145 KOps/s	$\color{#d91a1a}-0.27\%$
test_set	0.1896ms	40.8880μs	24.4571 KOps/s	24.7384 KOps/s	$\color{#d91a1a}-1.14\%$
test_set_shared	0.3942ms	52.2502μs	19.1387 KOps/s	19.3455 KOps/s	$\color{#d91a1a}-1.07\%$
test_update	0.2702ms	50.8845μs	19.6523 KOps/s	19.6743 KOps/s	$\color{#d91a1a}-0.11\%$
test_update_nested	0.2103ms	58.4433μs	17.1106 KOps/s	17.0554 KOps/s	$\color{#35bf28}+0.32\%$
test_update__nested	0.2444ms	59.8808μs	16.6998 KOps/s	17.1158 KOps/s	$\color{#d91a1a}-2.43\%$
test_set_nested	0.1915ms	43.8823μs	22.7882 KOps/s	23.0259 KOps/s	$\color{#d91a1a}-1.03\%$
test_set_nested_new	0.1962ms	47.9693μs	20.8467 KOps/s	21.0812 KOps/s	$\color{#d91a1a}-1.11\%$
test_select	0.2395ms	63.1734μs	15.8295 KOps/s	15.7643 KOps/s	$\color{#35bf28}+0.41\%$
test_select_nested	73.0540μs	50.6922μs	19.7269 KOps/s	19.6834 KOps/s	$\color{#35bf28}+0.22\%$
test_exclude_nested	87.4350μs	69.5241μs	14.3835 KOps/s	14.6610 KOps/s	$\color{#d91a1a}-1.89\%$
test_empty[True]	0.4547ms	0.2799ms	3.5731 KOps/s	3.5941 KOps/s	$\color{#d91a1a}-0.58\%$
test_empty[False]	2.9241μs	0.9020μs	1.1087 MOps/s	1.1341 MOps/s	$\color{#d91a1a}-2.25\%$
test_to	0.1481ms	39.9993μs	25.0005 KOps/s	25.4039 KOps/s	$\color{#d91a1a}-1.59\%$
test_to_nonblocking	0.1606ms	26.2473μs	38.0991 KOps/s	40.7819 KOps/s	$\textbf{\color{#d91a1a}-6.58\%}$
test_unbind_speed	1.3519ms	0.2994ms	3.3400 KOps/s	3.3039 KOps/s	$\color{#35bf28}+1.09\%$
test_unbind_speed_stack0	0.3639ms	0.2930ms	3.4129 KOps/s	3.3341 KOps/s	$\color{#35bf28}+2.36\%$
test_unbind_speed_stack1	92.1568ms	0.7619ms	1.3125 KOps/s	1.2826 KOps/s	$\color{#35bf28}+2.33\%$
test_split	93.8237ms	2.3132ms	432.3010 Ops/s	431.5393 Ops/s	$\color{#35bf28}+0.18\%$
test_chunk	94.9574ms	2.2955ms	435.6422 Ops/s	428.9239 Ops/s	$\color{#35bf28}+1.57\%$
test_creation[device0]	0.2395ms	0.1026ms	9.7432 KOps/s	9.7852 KOps/s	$\color{#d91a1a}-0.43\%$
test_creation_from_tensor	0.2501ms	0.1003ms	9.9673 KOps/s	10.0039 KOps/s	$\color{#d91a1a}-0.37\%$
test_add_one[memmap_tensor0]	0.1118ms	8.6635μs	115.4266 KOps/s	114.9495 KOps/s	$\color{#35bf28}+0.42\%$
test_contiguous[memmap_tensor0]	25.0110μs	2.1308μs	469.3126 KOps/s	462.4316 KOps/s	$\color{#35bf28}+1.49\%$
test_stack[memmap_tensor0]	34.4910μs	6.6254μs	150.9344 KOps/s	154.1921 KOps/s	$\color{#d91a1a}-2.11\%$
test_memmaptd_index	1.3729ms	0.4220ms	2.3695 KOps/s	2.3454 KOps/s	$\color{#35bf28}+1.03\%$
test_memmaptd_index_astensor	0.7580ms	0.4830ms	2.0705 KOps/s	2.0865 KOps/s	$\color{#d91a1a}-0.76\%$
test_memmaptd_index_op	1.4704ms	1.0327ms	968.3296 Ops/s	952.0848 Ops/s	$\color{#35bf28}+1.71\%$
test_serialize_model	92.7067ms	89.2788ms	11.2009 Ops/s	10.9640 Ops/s	$\color{#35bf28}+2.16\%$
test_serialize_model_pickle	1.3903s	1.2415s	0.8055 Ops/s	0.8061 Ops/s	$\color{#d91a1a}-0.08\%$
test_serialize_weights	0.1817s	96.7022ms	10.3410 Ops/s	9.9268 Ops/s	$\color{#35bf28}+4.17\%$
test_serialize_weights_returnearly	0.2700s	66.6818ms	14.9966 Ops/s	15.4423 Ops/s	$\color{#d91a1a}-2.89\%$
test_serialize_weights_pickle	1.3516s	1.2367s	0.8086 Ops/s	0.8085 Ops/s	$+0.01\%$
test_reshape_pytree	0.1739ms	38.9688μs	25.6615 KOps/s	26.5795 KOps/s	$\color{#d91a1a}-3.45\%$
test_reshape_td	0.2015ms	45.4164μs	22.0185 KOps/s	23.5129 KOps/s	$\textbf{\color{#d91a1a}-6.36\%}$
test_view_pytree	0.1964ms	37.8871μs	26.3942 KOps/s	27.6302 KOps/s	$\color{#d91a1a}-4.47\%$
test_view_td	0.1070ms	49.3662μs	20.2568 KOps/s	19.9437 KOps/s	$\color{#35bf28}+1.57\%$
test_unbind_pytree	0.1667ms	35.9360μs	27.8273 KOps/s	26.6066 KOps/s	$\color{#35bf28}+4.59\%$
test_unbind_td	0.4431ms	44.1683μs	22.6407 KOps/s	22.8655 KOps/s	$\color{#d91a1a}-0.98\%$
test_split_pytree	0.1612ms	49.8130μs	20.0751 KOps/s	20.5672 KOps/s	$\color{#d91a1a}-2.39\%$
test_split_td	0.5328ms	59.0927μs	16.9226 KOps/s	14.7040 KOps/s	$\textbf{\color{#35bf28}+15.09\%}$
test_add_pytree	0.2549ms	56.9944μs	17.5456 KOps/s	17.6238 KOps/s	$\color{#d91a1a}-0.44\%$
test_add_td	0.2406ms	94.3178μs	10.6025 KOps/s	10.8484 KOps/s	$\color{#d91a1a}-2.27\%$
test_compile_add_one_nested[tensordict-compile]	0.4139ms	0.2121ms	4.7148 KOps/s	4.7582 KOps/s	$\color{#d91a1a}-0.91\%$
test_compile_add_one_nested[tensordict-eager]	0.3156ms	0.1735ms	5.7632 KOps/s	5.8103 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_add_one_nested[pytree-compile]	0.2856ms	0.1459ms	6.8551 KOps/s	6.8560 KOps/s	$\color{#d91a1a}-0.01\%$
test_compile_add_one_nested[pytree-eager]	0.3414ms	0.1889ms	5.2937 KOps/s	5.3298 KOps/s	$\color{#d91a1a}-0.68\%$
test_compile_copy_nested[tensordict-compile]	0.1411ms	21.7463μs	45.9848 KOps/s	46.2840 KOps/s	$\color{#d91a1a}-0.65\%$
test_compile_copy_nested[tensordict-eager]	0.1719ms	47.3040μs	21.1399 KOps/s	21.3965 KOps/s	$\color{#d91a1a}-1.20\%$
test_compile_copy_nested[pytree-compile]	0.1840ms	72.4042μs	13.8113 KOps/s	13.8608 KOps/s	$\color{#d91a1a}-0.36\%$
test_compile_copy_nested[pytree-eager]	85.8140μs	58.9136μs	16.9740 KOps/s	16.6678 KOps/s	$\color{#35bf28}+1.84\%$
test_compile_add_one_flat[tensordict-compile]	0.4676ms	0.3282ms	3.0470 KOps/s	3.0385 KOps/s	$\color{#35bf28}+0.28\%$
test_compile_add_one_flat[tensordict-eager]	0.3685ms	0.2247ms	4.4513 KOps/s	4.4772 KOps/s	$\color{#d91a1a}-0.58\%$
test_compile_add_one_flat[tensorclass-compile]	0.2804ms	0.1312ms	7.6206 KOps/s	7.6828 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_add_one_flat[tensorclass-eager]	0.2538ms	64.1725μs	15.5830 KOps/s	16.0457 KOps/s	$\color{#d91a1a}-2.88\%$
test_compile_add_one_flat[pytree-compile]	0.4117ms	0.3252ms	3.0753 KOps/s	3.0454 KOps/s	$\color{#35bf28}+0.98\%$
test_compile_add_one_flat[pytree-eager]	0.7851ms	0.6085ms	1.6435 KOps/s	1.6084 KOps/s	$\color{#35bf28}+2.18\%$
test_compile_add_self_flat[tensordict-eager]	0.4375ms	0.2711ms	3.6891 KOps/s	3.7221 KOps/s	$\color{#d91a1a}-0.89\%$
test_compile_add_self_flat[tensordict-compile]	0.4679ms	0.3278ms	3.0511 KOps/s	3.0205 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_add_self_flat[tensorclass-eager]	0.2382ms	76.5667μs	13.0605 KOps/s	13.6450 KOps/s	$\color{#d91a1a}-4.28\%$
test_compile_add_self_flat[tensorclass-compile]	0.2740ms	0.1351ms	7.4009 KOps/s	7.6647 KOps/s	$\color{#d91a1a}-3.44\%$
test_compile_add_self_flat[pytree-eager]	0.6815ms	0.5221ms	1.9154 KOps/s	1.9305 KOps/s	$\color{#d91a1a}-0.79\%$
test_compile_add_self_flat[pytree-compile]	0.4235ms	0.3274ms	3.0548 KOps/s	3.0494 KOps/s	$\color{#35bf28}+0.18\%$
test_compile_copy_flat[tensordict-compile]	0.1658ms	20.2585μs	49.3620 KOps/s	54.3594 KOps/s	$\textbf{\color{#d91a1a}-9.19\%}$
test_compile_copy_flat[tensordict-eager]	57.2130μs	32.3836μs	30.8798 KOps/s	31.3040 KOps/s	$\color{#d91a1a}-1.35\%$
test_compile_copy_flat[pytree-compile]	0.1690ms	77.1020μs	12.9698 KOps/s	13.0507 KOps/s	$\color{#d91a1a}-0.62\%$
test_compile_copy_flat[pytree-eager]	89.8950μs	61.0392μs	16.3829 KOps/s	16.4679 KOps/s	$\color{#d91a1a}-0.52\%$
test_compile_assign_and_add[tensordict-compile]	2.4323ms	0.8343ms	1.1986 KOps/s	1.1027 KOps/s	$\textbf{\color{#35bf28}+8.69\%}$
test_compile_assign_and_add[tensordict-eager]	3.5006ms	3.2289ms	309.7026 Ops/s	304.2823 Ops/s	$\color{#35bf28}+1.78\%$
test_compile_assign_and_add[pytree-compile]	2.4055ms	0.8396ms	1.1910 KOps/s	1.1086 KOps/s	$\textbf{\color{#35bf28}+7.43\%}$
test_compile_assign_and_add[pytree-eager]	3.6920ms	3.4309ms	291.4700 Ops/s	312.5240 Ops/s	$\textbf{\color{#d91a1a}-6.74\%}$
test_compile_indexing[tensor-tensordict-compile]	0.2235ms	0.1153ms	8.6710 KOps/s	9.0243 KOps/s	$\color{#d91a1a}-3.92\%$
test_compile_indexing[tensor-tensordict-eager]	0.2141ms	65.2967μs	15.3147 KOps/s	15.3530 KOps/s	$\color{#d91a1a}-0.25\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2536ms	0.1030ms	9.7126 KOps/s	9.4269 KOps/s	$\color{#35bf28}+3.03\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1993ms	44.2010μs	22.6239 KOps/s	20.3044 KOps/s	$\textbf{\color{#35bf28}+11.42\%}$
test_compile_indexing[tensor-pytree-compile]	0.2690ms	0.1056ms	9.4673 KOps/s	9.3086 KOps/s	$\color{#35bf28}+1.70\%$
test_compile_indexing[tensor-pytree-eager]	0.2016ms	47.8265μs	20.9089 KOps/s	20.7144 KOps/s	$\color{#35bf28}+0.94\%$
test_compile_indexing[slice-tensordict-compile]	0.2858ms	0.1394ms	7.1755 KOps/s	7.1699 KOps/s	$\color{#35bf28}+0.08\%$
test_compile_indexing[slice-tensordict-eager]	0.1806ms	25.2894μs	39.5423 KOps/s	38.8394 KOps/s	$\color{#35bf28}+1.81\%$
test_compile_indexing[slice-tensorclass-compile]	0.3356ms	0.1310ms	7.6332 KOps/s	7.5973 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_indexing[slice-tensorclass-eager]	52.5930μs	21.7392μs	45.9999 KOps/s	45.4438 KOps/s	$\color{#35bf28}+1.22\%$
test_compile_indexing[slice-pytree-compile]	0.2989ms	0.1308ms	7.6430 KOps/s	7.6014 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_indexing[slice-pytree-eager]	0.1456ms	21.9089μs	45.6436 KOps/s	45.4982 KOps/s	$\color{#35bf28}+0.32\%$
test_compile_indexing[int-tensordict-compile]	0.2923ms	0.1393ms	7.1805 KOps/s	7.0667 KOps/s	$\color{#35bf28}+1.61\%$
test_compile_indexing[int-tensordict-eager]	0.4695ms	25.3384μs	39.4657 KOps/s	39.5231 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_indexing[int-tensorclass-compile]	0.3385ms	0.1321ms	7.5723 KOps/s	7.6036 KOps/s	$\color{#d91a1a}-0.41\%$
test_compile_indexing[int-tensorclass-eager]	41.1120μs	21.9966μs	45.4615 KOps/s	45.6354 KOps/s	$\color{#d91a1a}-0.38\%$
test_compile_indexing[int-pytree-compile]	0.2805ms	0.1312ms	7.6213 KOps/s	7.6130 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_indexing[int-pytree-eager]	92.9850μs	21.9573μs	45.5430 KOps/s	45.0898 KOps/s	$\color{#35bf28}+1.01\%$
test_mod_add[eager]	0.1863ms	39.5681μs	25.2729 KOps/s	25.8939 KOps/s	$\color{#d91a1a}-2.40\%$
test_mod_add[compile]	0.1963ms	68.1463μs	14.6743 KOps/s	14.8195 KOps/s	$\color{#d91a1a}-0.98\%$
test_mod_add[compile-overhead]	0.2610ms	0.1349ms	7.4117 KOps/s	6.8109 KOps/s	$\textbf{\color{#35bf28}+8.82\%}$
test_mod_wrap[eager]	0.4224ms	0.2633ms	3.7980 KOps/s	3.9165 KOps/s	$\color{#d91a1a}-3.02\%$
test_mod_wrap[compile]	1.0630ms	0.2879ms	3.4729 KOps/s	3.4060 KOps/s	$\color{#35bf28}+1.96\%$
test_mod_wrap[compile-overhead]	8.3497ms	4.4267ms	225.9005 Ops/s	225.6996 Ops/s	$\color{#35bf28}+0.09\%$
test_mod_wrap_and_backward[eager]	1.9545ms	1.4647ms	682.7373 Ops/s	683.3663 Ops/s	$\color{#d91a1a}-0.09\%$
test_mod_wrap_and_backward[compile]	1.6016ms	1.4232ms	702.6632 Ops/s	755.1333 Ops/s	$\textbf{\color{#d91a1a}-6.95\%}$
test_mod_wrap_and_backward[compile-overhead]	1.4759ms	1.0078ms	992.2795 Ops/s	1.1057 KOps/s	$\textbf{\color{#d91a1a}-10.26\%}$
test_seq_add[eager]	0.2576ms	0.1077ms	9.2819 KOps/s	8.8645 KOps/s	$\color{#35bf28}+4.71\%$
test_seq_add[compile]	0.2292ms	83.8741μs	11.9226 KOps/s	11.9731 KOps/s	$\color{#d91a1a}-0.42\%$
test_seq_add[compile-overhead]	0.2676ms	0.1207ms	8.2859 KOps/s	8.0913 KOps/s	$\color{#35bf28}+2.41\%$
test_seq_wrap[eager]	0.5768ms	0.4188ms	2.3877 KOps/s	2.2508 KOps/s	$\textbf{\color{#35bf28}+6.08\%}$
test_seq_wrap[compile]	0.5153ms	0.3201ms	3.1241 KOps/s	3.0770 KOps/s	$\color{#35bf28}+1.53\%$
test_seq_wrap[compile-overhead]	0.1967s	91.0988ms	10.9771 Ops/s	7.7843 Ops/s	$\textbf{\color{#35bf28}+41.02\%}$
test_func_call_runtime[False-eager]	0.9031ms	0.7381ms	1.3549 KOps/s	1.3061 KOps/s	$\color{#35bf28}+3.74\%$
test_func_call_runtime[False-compile]	0.9690ms	0.7874ms	1.2700 KOps/s	1.2476 KOps/s	$\color{#35bf28}+1.80\%$
test_func_call_runtime[False-compile-overhead]	0.5239ms	0.3654ms	2.7364 KOps/s	2.7199 KOps/s	$\color{#35bf28}+0.61\%$
test_func_call_runtime[True-eager]	1.1085ms	0.9338ms	1.0708 KOps/s	1.0465 KOps/s	$\color{#35bf28}+2.33\%$
test_func_call_runtime[True-compile]	0.9873ms	0.8363ms	1.1957 KOps/s	1.1953 KOps/s	$\color{#35bf28}+0.03\%$
test_func_call_runtime[True-compile-overhead]	0.5744ms	0.4139ms	2.4163 KOps/s	2.4212 KOps/s	$\color{#d91a1a}-0.20\%$
test_func_call_cm_runtime[False-eager]	0.9634ms	0.7769ms	1.2872 KOps/s	1.3215 KOps/s	$\color{#d91a1a}-2.59\%$
test_func_call_cm_runtime[False-compile]	0.9985ms	0.7886ms	1.2681 KOps/s	1.2538 KOps/s	$\color{#35bf28}+1.14\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5187ms	0.3672ms	2.7233 KOps/s	2.7202 KOps/s	$\color{#35bf28}+0.11\%$
test_func_call_cm_runtime[True-eager]	1.2491ms	1.0443ms	957.5923 Ops/s	933.2524 Ops/s	$\color{#35bf28}+2.61\%$
test_func_call_cm_runtime[True-compile]	1.1533ms	1.0166ms	983.6451 Ops/s	961.1367 Ops/s	$\color{#35bf28}+2.34\%$
test_func_call_cm_runtime[True-compile-overhead]	1.2135ms	1.0199ms	980.5182 Ops/s	963.3932 Ops/s	$\color{#35bf28}+1.78\%$
test_distributed	5.1683ms	72.7157μs	13.7522 KOps/s	13.3315 KOps/s	$\color{#35bf28}+3.16\%$
test_tdmodule	0.1720ms	16.4622μs	60.7451 KOps/s	60.9420 KOps/s	$\color{#d91a1a}-0.32\%$
test_tdmodule_dispatch	49.3420μs	32.7799μs	30.5065 KOps/s	29.7049 KOps/s	$\color{#35bf28}+2.70\%$
test_tdseq	32.5220μs	17.0121μs	58.7818 KOps/s	53.9310 KOps/s	$\textbf{\color{#35bf28}+8.99\%}$
test_tdseq_dispatch	52.6930μs	34.9984μs	28.5727 KOps/s	27.2638 KOps/s	$\color{#35bf28}+4.80\%$
test_instantiation_functorch	2.1811ms	1.9822ms	504.4913 Ops/s	505.4560 Ops/s	$\color{#d91a1a}-0.19\%$
test_instantiation_td	1.9857ms	1.2952ms	772.0649 Ops/s	774.1469 Ops/s	$\color{#d91a1a}-0.27\%$
test_exec_functorch	0.3736ms	0.2257ms	4.4301 KOps/s	4.5468 KOps/s	$\color{#d91a1a}-2.57\%$
test_exec_functional_call	0.4474ms	0.2252ms	4.4413 KOps/s	4.6617 KOps/s	$\color{#d91a1a}-4.73\%$
test_exec_td	0.4236ms	0.2339ms	4.2748 KOps/s	4.4966 KOps/s	$\color{#d91a1a}-4.93\%$
test_exec_td_decorator	1.0144ms	0.2871ms	3.4831 KOps/s	3.6596 KOps/s	$\color{#d91a1a}-4.82\%$
test_vmap_mlp_speed[True-True]	0.8325ms	0.6818ms	1.4668 KOps/s	1.4724 KOps/s	$\color{#d91a1a}-0.38\%$
test_vmap_mlp_speed[True-False]	0.9533ms	0.6758ms	1.4798 KOps/s	1.5386 KOps/s	$\color{#d91a1a}-3.82\%$
test_vmap_mlp_speed[False-True]	0.7986ms	0.5935ms	1.6850 KOps/s	1.7564 KOps/s	$\color{#d91a1a}-4.06\%$
test_vmap_mlp_speed[False-False]	0.8220ms	0.5930ms	1.6863 KOps/s	1.7605 KOps/s	$\color{#d91a1a}-4.22\%$
test_vmap_mlp_speed_decorator[True-True]	1.3768ms	0.7056ms	1.4173 KOps/s	1.4234 KOps/s	$\color{#d91a1a}-0.43\%$
test_vmap_mlp_speed_decorator[True-False]	0.8433ms	0.6944ms	1.4401 KOps/s	1.4222 KOps/s	$\color{#35bf28}+1.26\%$
test_vmap_mlp_speed_decorator[False-True]	0.8365ms	0.6196ms	1.6140 KOps/s	1.6391 KOps/s	$\color{#d91a1a}-1.53\%$
test_vmap_mlp_speed_decorator[False-False]	0.7777ms	0.6174ms	1.6198 KOps/s	1.6333 KOps/s	$\color{#d91a1a}-0.83\%$
test_vmap_transformer_speed[True-True]	9.4901ms	8.9409ms	111.8452 Ops/s	114.1035 Ops/s	$\color{#d91a1a}-1.98\%$
test_vmap_transformer_speed[True-False]	9.5215ms	8.9211ms	112.0940 Ops/s	115.4913 Ops/s	$\color{#d91a1a}-2.94\%$
test_vmap_transformer_speed[False-True]	9.1354ms	8.7229ms	114.6414 Ops/s	115.4754 Ops/s	$\color{#d91a1a}-0.72\%$
test_vmap_transformer_speed[False-False]	9.4335ms	8.7745ms	113.9660 Ops/s	116.0665 Ops/s	$\color{#d91a1a}-1.81\%$
test_vmap_transformer_speed_decorator[True-True]	21.8675ms	21.1992ms	47.1717 Ops/s	48.7607 Ops/s	$\color{#d91a1a}-3.26\%$
test_vmap_transformer_speed_decorator[True-False]	21.7233ms	20.7622ms	48.1646 Ops/s	48.8496 Ops/s	$\color{#d91a1a}-1.40\%$
test_vmap_transformer_speed_decorator[False-True]	21.6200ms	20.6141ms	48.5105 Ops/s	49.2059 Ops/s	$\color{#d91a1a}-1.41\%$
test_vmap_transformer_speed_decorator[False-False]	21.5737ms	20.6206ms	48.4951 Ops/s	49.1848 Ops/s	$\color{#d91a1a}-1.40\%$
test_to_module_speed[True]	1.7796ms	1.1455ms	873.0127 Ops/s	883.4707 Ops/s	$\color{#d91a1a}-1.18\%$
test_to_module_speed[False]	1.6228ms	1.1207ms	892.3380 Ops/s	906.0004 Ops/s	$\color{#d91a1a}-1.51\%$
test_tc_init	56.6230μs	39.1065μs	25.5712 KOps/s	24.7523 KOps/s	$\color{#35bf28}+3.31\%$
test_tc_init_nested	0.1852ms	76.4264μs	13.0845 KOps/s	12.2530 KOps/s	$\textbf{\color{#35bf28}+6.79\%}$
test_tc_first_layer_tensor	14.7708μs	0.8058μs	1.2410 MOps/s	1.2306 MOps/s	$\color{#35bf28}+0.85\%$
test_tc_first_layer_nontensor	16.4300μs	2.5899μs	386.1174 KOps/s	392.9700 KOps/s	$\color{#d91a1a}-1.74\%$
test_tc_second_layer_tensor	41.9890μs	1.6432μs	608.5707 KOps/s	621.8882 KOps/s	$\color{#d91a1a}-2.14\%$
test_tc_second_layer_nontensor	25.2710μs	3.4415μs	290.5722 KOps/s	297.7467 KOps/s	$\color{#d91a1a}-2.41\%$
test_unbind	0.1889s	10.5381ms	94.8934 Ops/s	62.7585 Ops/s	$\textbf{\color{#35bf28}+51.20\%}$
test_full_like	0.7569ms	0.5820ms	1.7183 KOps/s	1.7197 KOps/s	$\color{#d91a1a}-0.08\%$
test_zeros_like	0.3363ms	0.1978ms	5.0550 KOps/s	5.0514 KOps/s	$\color{#35bf28}+0.07\%$
test_ones_like	0.3504ms	0.1979ms	5.0543 KOps/s	5.0579 KOps/s	$\color{#d91a1a}-0.07\%$
test_clone	0.5698ms	0.4154ms	2.4074 KOps/s	2.4118 KOps/s	$\color{#d91a1a}-0.19\%$
test_squeeze	27.7920μs	11.0573μs	90.4377 KOps/s	91.5550 KOps/s	$\color{#d91a1a}-1.22\%$
test_unsqueeze	0.2464ms	78.1786μs	12.7912 KOps/s	12.9036 KOps/s	$\color{#d91a1a}-0.87\%$
test_split	0.4364ms	0.1703ms	5.8730 KOps/s	5.8556 KOps/s	$\color{#35bf28}+0.30\%$
test_permute	0.2811ms	0.1843ms	5.4247 KOps/s	5.5108 KOps/s	$\color{#d91a1a}-1.56\%$
test_stack	1.3024ms	0.9155ms	1.0923 KOps/s	1.0816 KOps/s	$\color{#35bf28}+0.98\%$
test_cat	1.3671ms	1.2322ms	811.5540 Ops/s	811.7386 Ops/s	$\color{#d91a1a}-0.02\%$